Deep convolutional networks have also been used to determine the evolutionary states of red giants from astroseismology [1]}. Using frequency power spectra from the Kepler mission [2]}, [3]} classified 426 red giants as red giant branch or helium-core burning stars.
Neural networks have been employed for classification-based problems in astronomy as well, such as star-galaxy classification [4]} and spectral classification [5]}.
